Stilta has successfully raised $10.5 million in a seed funding round led by Andreessen Horowitz, with participation from Y Combinator and operators from notable companies like OpenAI and Legora. This funding aims to empower businesses to rediscover and leverage overlooked patents, enhancing their innovation potential. As companies navigate an increasingly complex landscape, Stilta’s mission aligns with the growing need for accessible tools that simplify intellectual property management. For further insights into the startup funding landscape, explore our article, "Theo Baker spent four years investigating Stanford."

In Physics-Informed Neural Networks (PINNs), the loss function plays a crucial role in guiding the model's learning process. By combining the physics loss and initial condition loss with specific weights, the model can prioritize certain aspects over others. For example, adjusting the weights (lambda values) influences how the network interprets and corrects its predictions. This flexibility allows the model to converge effectively, even if different combinations yield the same total loss.

Explore the transformative potential of Kimi WebBridge, a groundbreaking browser extension that empowers AI agents to operate seamlessly within Chrome and Edge. Moving beyond simple question-and-answer capabilities, these agents can now perform actions such as opening pages, filling forms, and automating complex workflows. This hands-on guide will walk you through Kimi WebBridge’s features, demonstrating how local AI agents can safely interact with real browser sessions.

Managing multi-variable data entry from secure web portals can be a significant challenge, especially when faced with the constraints of multi-factor authentication and strict IT security compliance. The manual process of copying data into Excel can lead to overwhelming context switching and workflow bottlenecks. To alleviate this frustration, it’s essential to explore innovative methods that streamline data entry without sacrificing security. For further insights, check out our article, "How to locate the Origin of an Unreferenced Value in a Complex Excel Workbook?

In the evolving landscape of security observability, eBPF is emerging as a superior alternative to traditional user-space agents. By interfacing directly with the Linux kernel's syscall layer, eBPF delivers consistent visibility, even amid container-level breaches. This innovative approach not only reduces CPU consumption related to security processes but also enhances operational efficiency by filtering data at the kernel level. For a deeper understanding of security challenges, explore our article on the recent TanStack npm supply chain attack.

As a volunteer for your local sports association, streamlining your data management is key to ensuring smooth competition days. To automatically populate a "master list" column with names from "list 1" and "list 2," consider using Excel functions like `UNIQUE` or `FILTER`. For extracting emails from the provided document structure, a formula involving `OFFSET` or `INDEX` can help select every second cell.

Hi everyone, I urgently need assistance with an Excel solution I’m presenting tomorrow. During testing, I discovered significant collaboration issues when multiple users access the file simultaneously. The Excel file, stored on SharePoint, pulls utilization data from a separate file, but we're encountering problems like “Reopen workbook” errors and blocked uploads. These interruptions hinder our ability to save changes. I need a reliable fix by tomorrow. If anyone has insights or solutions, please share!

Locating the origin of an unreferenced value, such as 5566.14, in a complex Excel workbook can be a daunting task, especially when dealing with multiple sheets and interconnected calculations. To effectively search for this number, consider employing Excel's "Find" feature, which allows you to search for the exact value as well as approximate matches, even if rounding has occurred. This process will help you uncover where the value was derived, providing clarity on its usage in another file.

Are you embarking on a research project focused on financial time-series forecasting using LSTM and Transformer models? If obtaining reliable long-term historical data for the S&P 500 feels challenging, you’re not alone. Many researchers encounter inconsistent downloads from sources like Yahoo Finance and limited datasets on platforms like Kaggle. To support your work, consider exploring options such as Alpha Vantage or WRDS/CRSP for comprehensive daily OHLCV data. For further insights into research best practices, check out our article on architecture advice for real-time data pipelines.

Theo Baker's four-year investigation into Stanford reveals a striking trend: many young people believe it's easier to secure funding for a startup than to land an internship. This observation highlights a significant shift in how emerging professionals perceive opportunities in today’s dynamic landscape. As the conversation around skills and career paths evolves, it's essential to explore practical strategies for maintaining expertise.

In today’s fast-paced AI environment, maintaining your skills as a junior data scientist can feel daunting, especially with the pressures of daily work. While platforms like LeetCode are helpful, they may not always align with real-world applications. To keep your skills sharp amidst a heavy workload, consider integrating small, manageable habits into your routine. Explore resources like "Need reliable source for 30+ years of S&P 500 historical data for LSTM/Transformer research," which can provide practical insights and enhance your learning without overwhelming your schedule.

Navigating a career in data science, especially within biotech and pharma, can be challenging, particularly for those with a background in epidemiology or biostatistics. If you find yourself feeling uncertain about your trajectory, you're not alone. Many professionals grapple with the balance between technical skills and domain knowledge, especially as AI reshapes the landscape. Should you continue your journey in data science or explore new roles in pharma? Engaging with peers can provide valuable insights.

Building an Excel workbook to automate your daily breakfast briefing can streamline your workflow significantly. Start by pasting the Meal Plan report into Tab 2 and the In-House Guest report into Tab 3. In Tab 1, you'll create a classification system that automatically cross-references both reports, categorizing guests based on their breakfast entitlements. Consider using XLOOKUP for efficient lookups and explore Power Query for a cleaner daily refresh. For further insights on Excel features, check out our article on "Charts are black and white."

Congratulations on your paper acceptance at the ICML 2026 GlobalSouthML workshop! It’s an exciting milestone, but the challenge of travel costs can be daunting. If attending in person isn’t feasible, consider the options available, such as the "Virtual Pass." This could allow your work to remain in the program. Additionally, explore potential financial aid for undergraduates from ICML or GlobalSouthML. For practical guidance on navigating conference submissions, you might find our article on how to locate the origin of an unreferenced value in Excel helpful.

Introducing swm, the tool that simplifies GPU management by effortlessly installing frameworks like ComfyUI, Ollama, and OpenWebUI with a single command. Tired of wasting valuable time on setup? swm streamlines your workflow by syncing all your custom nodes, models, and configurations to S3-compatible storage. With features like automatic lifecycle management and background auto-sync, it ensures that your workspace is always ready when you are. Discover how swm can enhance your productivity and keep your GPU costs in check.

In today's fast-paced digital landscape, the need for real-time data processing is more critical than ever. If you're building a backend to analyze long YouTube videos with an LLM, transitioning from a slow, linear flow to a more efficient real-time streaming pipeline can significantly enhance user experience. By chunking audio on the fly and leveraging Whisper and LLM technologies, you can deliver results with sub-10-second latency.

In the fast-paced world of retail and e-commerce, forecasting demand during peak festival times poses unique challenges, especially when items go Out of Stock (OOS). With only seven-day windows for both business-as-usual and festive periods, capturing the volatility of demand is crucial. Our current approach leverages search volume as a proxy for lost sales, aiming to predict a contextual Search-to-Sale Conversion Rate (CVR). We invite insights on effective distance metrics and alternative architectures to tackle this complex problem.

If you’re encountering black and white charts while creating visualizations, you’re not alone. This issue can arise from various settings or compatibility factors within your spreadsheet software. Understanding the root cause can help you restore vibrant colors to your charts. To delve deeper into related spreadsheet challenges, check out our article on "Expand Cell Styles Ribbon," which explores how to address color preview issues in your cell styles. Let’s work together to enhance your data presentation.

It seems you're encountering an issue with the preview display in the "cell styles" ribbon, which can disrupt your workflow. When colors don't appear as previews, accessing them requires extra clicks, diminishing efficiency. You've previously found success by creating a dedicated tab for cell styles, but it’s frustrating when that solution disappears unexpectedly. For a more streamlined experience, we recommend exploring our article, "Keeping Stats across Multiple Sheets," which offers insights into managing your data effectively.

Introducing Witchcraft, an innovative open-source project that reimagines semantic search with speed and simplicity. Built from scratch at Dropbox, this tool leverages SQLite for client-side deployment, eliminating the need for API keys or complex setups. With an impressive 20ms end-to-end search latency on NFCorpus, Witchcraft outperforms traditional solutions while maintaining accuracy. Additionally, its companion CLI, Pickbrain, enhances your experience by indexing session transcripts for quick retrieval. Discover how Witchcraft can streamline your workflows, and explore related insights in "AI/ML Ethicists" on our site.

Managing extensive data in Excel can be daunting, especially with multiple tables and sheets. If you're dealing with two tables of invoices and credit notes, each containing up to 500 rows, simplifying your process is essential. Focus on extracting the six key columns: branch name, item name, gender, Intrastat country, total price, and quantity. By streamlining formulas and consolidating data, you can enhance productivity and reduce the risk of Excel crashes.

Are you looking to customize the widths of cells within a single column while maintaining a cohesive overall width? This common challenge can be addressed without resorting to merging cells, which often complicates your spreadsheet. In your case, adjusting the widths of specific rows while keeping a uniform total width is achievable with the right techniques. For further insights on optimizing your spreadsheet, consider exploring our article on "Count cells that are occupied in the columns," which offers valuable tips for managing your data effectively.

Anthropic has strengthened its position in the AI landscape by acquiring Stainless, a New York-based startup known for automating the creation and maintenance of software development kits (SDKs). Founded in 2022, Stainless has gained traction among major players like OpenAI, Google, and Cloudflare for its innovative approach to simplifying developer interactions with APIs. This move signals a commitment to enhancing developer tools in an increasingly complex tech environment.

OSHA is investigating a worker's death at SpaceX's Starbase facility, highlighting ongoing safety concerns at the site, which has recorded a higher injury rate compared to other SpaceX locations. This tragic incident reflects broader issues surrounding worker safety in high-risk environments. As SpaceX continues to innovate in the aerospace sector, the emphasis on protecting employees becomes increasingly critical. For insights on navigating challenges in technology and productivity, consider reading "How to highlight the same words in different rows quickly?" for practical tips.

We are excited to announce the release of a free Indic multilingual corpus featuring 9.8 million web documents across 11 languages, including Hindi, Bengali, Tamil, and Telugu. This comprehensive dataset, licensed under CC0, contains approximately 8.4 billion tokens and aims to support multilingual research initiatives. Built over the past few weeks, this resource is now available on HuggingFace. For those interested in exploring related topics, check out our article on "Witchcraft," an innovative project for fast local semantic search. Explore the dataset [here](https://huggingface.co/datasets/AM0908/indic-hplt-v1).

If your Excel formulas are unexpectedly returning 0, it can be frustrating, especially when you've confirmed that no cells are empty. This issue might stem from various factors, including calculation settings or cell formatting. It’s important to check if calculations are set to automatic and to review any potential errors in the formulas themselves. Additionally, you may find insights in our article, "Making a dynamic calendar in Excel," which covers troubleshooting tips for common formula issues.

In the context of the waitlist for the event, participants have expressed concerns about whether they will be notified if a spot becomes available. The organizers stated they aim to inform candidates by May 18th regarding any openings. This raises the question of whether applicants can expect a reply if they are not accepted. For those eager to attend, the uncertainty can be frustrating. For more insights on related topics, consider checking out our article on decision notifications for the ICML 2026 GlobalSouthML workshop.

Is JEPA (Joint Embedding Predictive Architecture) the future for coding agents? Recent insights from Yann LeCun highlight its potential to transform how coding agents operate. Traditional methods often treat code as a simple text problem, overlooking the complexity of software state and actions. JEPA, by focusing on useful representations and state transitions, could enable agents to understand and predict the next steps more intelligently. This shift could significantly enhance efficiency, making coding not just about text completion but about strategic decision-making.

Interviews and take-home assignments in data science have transformed dramatically over the past couple of years, raising the bar for candidates. A recent experience left me astonished when I faced a take-home project that could easily require over ten hours of work, involving the construction of a complete language model classification pipeline and API integration. Has the standard truly risen, or are companies now expecting candidates to leverage advanced tools like Claude or Codex?

Join our Online Book Club as we delve into "Designing Data-Intensive Applications, 2nd Edition," a pivotal resource for understanding the complexities of modern data systems. This edition offers insights into architectures, scalability, and reliability, empowering readers to transform their approach to data management. Whether you’re a seasoned developer or just starting out, this book provides the knowledge needed to navigate the evolving landscape of data applications.

Are you looking to enhance your time log sheet with intelligent autofill functionality? When a user selects a task for a specific time slot, you can set up your spreadsheet to automatically fill in the preceding cells in that column once a subsequent time slot is filled. This flexible setup allows for varying task entry times, whether it's at 8:30 AM or noon. To get started, consider using Excel's IF and OFFSET functions.

Tracking Wins, Losses, and Draws across multiple sheets can become cumbersome, especially with new sheets being added regularly. Currently, you’re using multiple SUMIF formulas for each player across different practice sheets, which can quickly become unwieldy. To streamline this process, consider using the Book End technique or Named Ranges, which can simplify your formulas and reduce manual updates. For additional insights, you might find our article "Making a dynamic calendar in Excel" helpful as it explores efficient data management techniques.

If you’re looking to count occupied cells in your spreadsheet, you can create a formula that targets specific panel names while skipping empty cells. For example, in the provided image, you would want to focus on counting only those cells that contain entries like G43 or L444. This approach not only simplifies your data analysis but also enhances your overall productivity.

If you're encountering issues with charts disappearing in Excel files, you're not alone. The pop-up message about unreadable content can lead to significant disruptions, including the loss of all charts during recovery. Even after attempting to create new charts, you may find that only certain types are available. This issue appears to affect all files with charts, complicating your workflow. For those seeking solutions, consider exploring our article on "How to automate conditional formatting," which offers useful insights for improving your spreadsheet experience.

As AI and machine learning continue to evolve, many professionals grapple with the ethical implications of this technology. A user recently shared their journey, expressing both excitement for AI's potential and concern about its impact on society, particularly regarding jobs and mental health. They seek insights from AI ethicists about the viability of ethics as a career path and the tangible differences one can make in this field.

Are you looking to streamline your data management by vstacking arrays from multiple sheets? If you have an array that lists the names of sheets meeting specific criteria (let's call it Array 1), you can indeed use this to vstack the ranges A3# from each corresponding sheet. The output you desire, like Vstack('Accounts - A'!A3#, 'Accounts - B'!A3#, etc.), can be achieved by referencing Array 1. For additional insights on managing data, check out our article on "Count cells that are occupied in the columns."

Introducing a QR code generator in Excel that operates without macros, add-ins, or internet access marks a significant achievement for users seeking simplicity and functionality. Building on a decade-old barcode generator, this new tool supports various characters, making it ideal for those in locked-down environments. While the journey posed challenges, the integration of AI assistance made this possible, creating an accessible solution for all.

Creating a dynamic calendar in Excel can significantly streamline your scheduling process, especially for managing multiple crews working varying shifts. By setting up a system that automatically adjusts based on the year, you’ll save valuable time and reduce complexity. For example, when Crew A works days, Crew D can seamlessly switch to nights, with subsequent crews following suit. This approach not only enhances productivity but also simplifies your workflow.

SandboxAQ is making significant strides in drug discovery by integrating its advanced models with Claude, making powerful technology accessible to all—no PhD in computing required. While other venture-backed companies like Chai Discovery and Isomorphic Labs are focused on developing more sophisticated models, SandboxAQ believes that accessibility is the key challenge. By leveraging Claude, they aim to democratize data-driven drug discovery. For a deeper dive into AI advancements, check out our article, "Swiggy Improves Search Autocomplete Using Real Time Machine Learning Ranking."

Reviving PapersWithCode, Niels from Hugging Face is bringing back a beloved resource for the AI community. After its acquisition by Meta, this platform has been revitalized to feature trending papers, categorized domains, and automated leaderboards for state-of-the-art models. Users can explore high-impact research, including leading work like Qwen 3.5 and RF-DETR. The platform also supports citation counts and links to related GitHub projects. For those interested in enhancing their data skills, check out our article, "40 Advanced SQL Window Functions Every Data Scientist Must Know.

The Machine Learning Reproducibility Challenge (MLRC) 2026 is now open for submissions, marking its debut as an official track at NeurIPS 2026. This year, accepted submissions will have the opportunity to be presented at the conference in Sydney, Australia this December, fostering a collaborative environment for advancing reproducibility in machine learning research. For more details, refer to the Call for Proposals (CFP). Additionally, explore our related article, "Reviving PapersWithCode," for insights into enhancing research accessibility.

Have you ever wondered why the expression `"" > 0` evaluates to TRUE in Excel? This peculiar behavior stems from how Excel interprets empty strings. While it might seem counterintuitive, Excel treats an empty string as greater than zero, leading to unexpected results in conditional formatting. You might find yourself questioning how this comparison works, especially given that numeric comparisons yield errors. To explore similar intriguing functionalities, check out our article on creating QR codes in Excel without macros.

As agentic AI pushes enterprise retrieval to new limits, Redis introduces Redis Iris—a context and memory platform designed to optimize data management for AI agents. Unlike traditional retrieval layers built for human-scale queries, Iris addresses the structural challenges posed by an explosion of data requests from agents. By enabling real-time data ingestion and auto-generating tools for efficient querying, Redis Iris transforms how enterprises approach their data infrastructure. For further insights on evolving AI technologies, check out our article on "Anthropic's acquisition of Stainless."

Automating conditional formatting in your spreadsheet can significantly enhance your data visualization, especially when dealing with unique lot numbers. By assigning distinct colors to each lot number, you can quickly identify and distinguish entries. While conditional formatting can be automated, understanding how to set it up effectively may seem daunting. In this guide, we’ll walk you through the process of automating color assignments for new lot numbers, ensuring your data remains organized and visually accessible.

Introducing Sub-JEPA, an innovative solution that enhances the LeWorldModel (LeWM) developed by LeCun's group at NYU. While LeWM employs a high-dimensional Gaussian prior, it struggles with low-intrinsic-dimension tasks like Two-Room due to its rigid constraints. Sub-JEPA addresses this by applying Gaussian regularization within multiple frozen random orthogonal subspaces, allowing for greater flexibility without introducing new hyperparameters. This approach yields consistent performance improvements across benchmarks, achieving up to +10.7 percentage points on Two-Room.

In the pursuit of optimizing small-batch and real-time machine learning workloads, I have developed a CUDA-first inference runtime that directly rewrites model inference paths using C++/CUDA kernels. This approach shifts focus away from conventional graph runtimes, addressing latency bottlenecks that extend beyond single GEMM operations. As demonstrated in my results, particularly with the Motus world model, overcoming runtime overhead is crucial for achieving faster inference times. For deeper insights into related advances, explore our recent article on "Witchcraft," which enhances local semantic search capabilities.

It appears that the TMLR has not had any new papers under review since May 9, raising questions about the lack of action editor assignments over the past week. This pause may affect the timely progression of submissions and the overall review process. For those interested in related topics, the article "Witchcraft, fast local semantic search on top of SQLite" explores innovative approaches in machine learning. Stay tuned for updates as the community awaits clarity on this situation.

In the realm of data science, mastering SQL is essential for effective data manipulation, aggregation, and analysis. While many are familiar with basic SQL commands, advanced features like window functions can set you apart in a competitive landscape. This article, "40 Advanced SQL Window Functions Every Data Scientist Must Know," delves into these powerful tools, providing practical examples to enhance your skills.

Has anyone received decisions for the ICML 2026 GlobalSouthML workshop? The original notification deadline was May 15th, updated to May 17th AoE, yet my OpenReview dashboard still shows "0 Official Reviews Submitted." While we know workshop timelines can be unpredictable, it's now well past the deadline. I'm curious if others are still waiting for accept/reject emails. Any updates would be appreciated! For those interested in related topics, consider exploring "Scaling LLMs horizontally: hidden-state coupling without weight modification" for deeper insights. Thank you!

In a recent exploration of Power Query, a user faced an intriguing challenge when combining four files with identical structures. Despite including a pivot table that displayed blank categories, it failed to show counts for those blanks. After consulting with ChatGPT, they discovered a workaround by replacing blanks with the text "Blank" in the M-code, which resolved the issue. This raises questions about Power Query's quirks. For further insights into similar Excel behaviors, check out our article, "Why does `"" > 0` evaluate to TRUE?